Background: Several economic studies have assessed the cost-effectiveness of programmed cell death protein-1 (PD-1) inhibitors compared to second-line chemotherapy in treating esophageal squamous cell carcinoma (ESCC). However, there is a lack of economic comparisons among the different PD-1 inhibitors.Aim: This study aimed to assess the cost-effectiveness of PD-1 inhibitors (nivolumab, pembrolizumab, camrelizumab, and tislelizumab) in second-line treatment for advanced or metastatic ESCC within the Chinese healthcare system.Method: The clinical trials were systematically retrieved from PubMed, Embase, Web of Science, and the Cochrane Library. We established a fractional polynomials model to conduct a network meta-analysis, enabling the calculation of hazard ratios and expected survival rates. Economic outcomes were estimated using a partitioned survival model. The costs and utilities were gathered from published sources. The threshold for willingness-to-pay (WTP) for a quality-adjusted life year (QALY) was set at three times China’s per capita gross domestic product in 2022. Sensitivity analyses (SA) were performed to address uncertainties in the model.Results: Four phase III randomized controlled trials were included, evaluating the cost-effectiveness of four PD-1 inhibitors, camrelizumab, nivolumab, tislelizumab, and pembrolizumab, compared to chemotherapy for the second-line treatment of advanced or metastatic ESCC. For camrelizumab, nivolumab, tislelizumab, and pembrolizumab, the corresponding incremental cost-effectiveness ratios were $27,375.43/QALY, $205,312.19/QALY, $9,266.73/QALY, and $220,368.10/QALY, respectively. The SA results indicated the robustness of the base analysis findings.Conclusion: From the Chinese healthcare system, under the WTP of $38,253.48/QALY, tislelizumab is a cost-effective treatment option for the second-line treatment of advanced or metastatic ESCC.